{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gaussian process time series\n",
    "*David Wells*\n",
    "\n",
    "[Home Page](https://dawells.github.io/index.html)\n",
    "\n",
    "[Part 1: Additive mixed model](https://dawells.github.io/posts/GAMM.html)\n",
    "\n",
    "Part 2 applying **Gaussian Process Regression** to time series.\n",
    "\n",
    "## Recap\n",
    "Our aim is to predict mongoose weight throughout their life. Plots show that they increase in weight rapidly for their first few years before leveling off and possibly decreasing in later life. This is the second type of modeling we have tried for this time series data.\n",
    "\n",
    "# Preprocessing\n",
    "This section mostly mimics the preprocessing done in the last post but this time in Python rather than R. However, we do also centre to weights so that the mean is zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import libraries\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "pd.options.display.max_rows = 6\n",
    "pd.options.display.max_columns = 13\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.gaussian_process import GaussianProcessRegressor\n",
    "from sklearn.gaussian_process.kernels import RBF, ConstantKernel, ExpSineSquared, WhiteKernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/davidwells/Dropbox/Statistics/weight_time/data'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Set working directory\n",
    "\n",
    "os.chdir(\"/Users/davidwells/Dropbox/Statistics/weight_time/data\")\n",
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "################################\n",
    "#                              #\n",
    "#      Data preprocessing      #\n",
    "#                              #\n",
    "################################\n",
    "\n",
    "#Load data.\n",
    "data = pd.read_csv(\"rawdata/mongoose WEIGHTS.csv\")\n",
    "lhdata = pd.read_csv(\"rawdata/lhdata_march_2019.csv\")\n",
    "\n",
    "#Remove stupid named individuals.\n",
    "bad_id = [\"UM PUP\", \"UM PUP1\", \"UM PUP2\", \"UM PUP3\", \"UM AD\", \"UM F\", \"UM SUB\", \"UMSUB\", \"UNK\", \"\", \"BP375\", \"BP372\"]\n",
    "lhdata = lhdata[-lhdata.indiv.isin(bad_id)]\n",
    "\n",
    "#Format dates.\n",
    "#ALWAYS specify date format because its so easy to misinterpret, pandas assumes your data is mdy.\n",
    "#Specifying also speeds up code.\n",
    "data['date'] = pd.to_datetime(data['date'], format=\"%d/%m/%Y\")\n",
    "lhdata['date'] = pd.to_datetime(lhdata['date'], format=\"%Y-%m-%d\")\n",
    "\n",
    "#Sort by dates.\n",
    "data = data.sort_values(by=\"date\")\n",
    "\n",
    "#Get birthdays.\n",
    "born = lhdata[(lhdata.stend == \"START\") & (lhdata.code == \"BORN\")]\n",
    "\n",
    "#Check duplicates\n",
    "born[born.duplicated(subset=\"indiv\")]\n",
    "\n",
    "#Add age to data\n",
    "data = pd.merge(data, born[['indiv', 'date']], how=\"left\", on=\"indiv\")\n",
    "data.rename(columns={\"date_x\":\"date\",\"date_y\":\"dob\"}, inplace=True)\n",
    "data['age'] = data.date - data.dob\n",
    "#age as numeric\n",
    "data['agen'] = data['age'].dt.days\n",
    "\n",
    "#Get month for seasonal effect\n",
    "data['month'] = data.date.dt.strftime(\"%b\")\n",
    "\n",
    "#Remove NAs.\n",
    "data = data.dropna(subset=[\"weight\", \"age\"])\n",
    "\n",
    "#Remove outright outliers.\n",
    "data = data[(data.weight < 4000) & (data.age > pd.Timedelta(0))]\n",
    "\n",
    "#Mean centre weight\n",
    "data['weightc'] = data.weight - data.weight.mean()\n",
    "\n",
    "#For the R functions, working for timeseries requires at most a single point per day per individual.\n",
    "#Therefore we have to remove any within day duplications of individuals.\n",
    "#Data single record\n",
    "\n",
    "iddate = data.duplicated(subset=['indiv','date'])\n",
    "dsr = data[-iddate]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split datasets\n",
    "Split the data into training, validation and test datasets. Because this is time series data we split the data into separate time chunks rather than taking random draws.\n",
    "\n",
    "Training is only a subsample of the data available because its just a demonstration and models with all the data are very slow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = dsr[(dsr.date < \"2010-01-01\") & (dsr.date >= \"2007-01-01\")].sample(2000, replace=False)\n",
    "#The training data is too large and slow for our purposes, subset it.\n",
    "val = dsr[(dsr.date >= \"2010-01-01\") & (dsr.date <= \"2013-01-01\")]\n",
    "test = dsr[(dsr.date > \"2013-01-01\")]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Exploration\n",
    "First we plot the age of individuals against their weight for the training data. This allows us to see the overall trend.\n",
    "\n",
    "Second we look at two individuals to see how individual weights vary. This makes it easier to see the autocorrelation and the amount of variation within individual weights. Note that the scale on the second figure is much smaller, making early growth appear less steep."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x111f29278>]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(20,5))\n",
    "ax1.plot(train.agen, train.weight, \"o\")\n",
    "ax2.plot(\"agen\", \"weight\", \"-\", data=dsr[(dsr.indiv==\"FM142\") & (dsr.weight<1900)])\n",
    "ax2.plot(\"agen\", \"weight\", \"-\", data=dsr[(dsr.indiv==\"FM105\") & (dsr.weight<1900)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fit models\n",
    "We'll fit a 2D gaussian process regression using using individual age and month as input variables. This allows us to capture the anual weather effects on weight. We could also include date to account for differences between years.\n",
    "\n",
    "Given the cyclical nature of the seasons it would be reasonable to fit month with a cyclic covariance function such as `ExpSineSquare()`. However, in this case this provides no improvment over a simpler squared exponential function `RBF()` which can account for different length scales across the various input variables. In the previous post we found that a cyclical month effect was significant but small compared to other effects and mostly driven by a single month. Therefore, it seems that `RBF()` is able to capture the effect without being explictily cyclical."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Age and month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianProcessRegressor(alpha=10, copy_X_train=True,\n",
       "                         kernel=1**2 * RBF(length_scale=[10, 10]) + WhiteKernel(noise_level=1),\n",
       "                         n_restarts_optimizer=9, normalize_y=False,\n",
       "                         optimizer='fmin_l_bfgs_b', random_state=None)"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Fit gp to both age and month with a constant and exponential kernal\n",
    "\n",
    "am = pd.concat([train.agen, train.date.dt.month], axis=1)\n",
    "am.columns = [\"agen\", \"monthn\"]\n",
    "\n",
    "kamc = ConstantKernel(1, (1e-5,1e5))*RBF([10,10], (1e-5,1e5)) +WhiteKernel()\n",
    "gpamc = GaussianProcessRegressor(kernel=kamc, alpha=10, n_restarts_optimizer=9)\n",
    "gpamc.fit(am.values, train.weightc.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "316**2 * RBF(length_scale=[277, 3.58e+04]) + WhiteKernel(noise_level=3.79e+04)\n"
     ]
    }
   ],
   "source": [
    "print(gpamc.kernel_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x111e51358>]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p_age = pd.Series(range(0,4000,30))\n",
    "p_m = pd.Series(1).repeat(p_age.shape[0])\n",
    "p_m.index=p_age.index\n",
    "p_am = pd.concat([p_age,p_m], axis=1)\n",
    "\n",
    "pamc, sigmamc = gpamc.predict(p_am, return_std=True)\n",
    "\n",
    "plt.plot(train.agen, train.weightc, \"o\")\n",
    "plt.plot(p_age, pamc, \"b-\")\n",
    "plt.plot(p_age, pamc+(1.96*sigmamc), \"b--\")\n",
    "plt.plot(p_age, pamc-(1.96*sigmamc), \"b--\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7321921935050656\n"
     ]
    }
   ],
   "source": [
    "am_val = pd.concat([val.agen, val.date.dt.month], axis=1)\n",
    "am_val.columns = [\"agen\", \"monthn\"]\n",
    "\n",
    "print(gpamc.score(am_val.values, val.weightc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x111d91208>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Residuals\n",
    "val_pred = gpamc.predict(am_val.values)\n",
    "val_resid = val.weightc - val_pred\n",
    "plt.scatter(am_val.agen, val_resid, c=val_resid, cmap=\"jet\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above plot of the residuals from the validation dataset don't show any major problems, but there are some poor predictions from the first 500 days of life. The plot below, where predictions are split by month, shows roughly the same spread for each month. This implies that our kernel has captured the monthly effects without being explicitly periodic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x2160 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(12,1, figsize = (10,30), sharey=True)\n",
    "for i in range(1,13):\n",
    "    axs[i-1].scatter(am_val[am_val.monthn == i].agen, val_resid[am_val.monthn == i])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
